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<article article-type="research-article" dtd-version="1.3" xml:lang="en">
  <front xmlns:xlink="http://www.w3.org/1999/xlink">
    <journal-meta>
      <journal-id journal-id-type="elibrary">https://www.elibrary.ru/title_about_new.asp?i</journal-id>
      <journal-title-group>
        <journal-title>Materials physics and mechanics</journal-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Механика и физика материалов</trans-title>
        </trans-title-group>
      </journal-title-group>
      <issn pub-type="epub">1605-8119</issn>
    </journal-meta>
    <article-meta xmlns:xlink="http://www.w3.org/1999/xlink">
      <article-id pub-id-type="publisher-id">9</article-id>
      <article-id pub-id-type="doi">10.18149/MPM.4742021_9</article-id>
      <title-group>
        <article-title>Prediction of strength properties of natural fiber-porous composites by  neural networks</article-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Prediction of strength properties of natural fiber-porous composites by  neural networks</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Yussupova</surname>
          </name>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Sokolovskiy</surname>
          </name>
          <xref ref-type="aff" rid="aff2"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Munasipov</surname>
          </name>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Kulkaeva</surname>
          </name>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Kunelbayev</surname>
          </name>
          <xref ref-type="aff" rid="aff3"/>
        </contrib>
      </contrib-group>
      <aff id="aff1">Taraz Regional University named after M.H. Dulati</aff>
      <aff id="aff2">Novosibirsk Technological Institute (Branch) of Russian State University named after A.N. Kosygin</aff>
      <aff id="aff3">Al Farabi Kazakh National University, Institute of Information and Computer Technologies</aff>
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2021-10-27">
        <day>27</day>
        <month>10</month>
        <year>2021</year>
      </pub-date>
      <volume>47</volume>
      <issue>4</issue>
      <fpage>613</fpage>
      <lpage>620</lpage>
      <self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pdf" xlink:href="https://mpm.spbstu.ru/userfiles/files/9-Kunelbayev-et-al.pdf"/>
      <abstract xml:lang="en">
        <p>There is a real need to reduce the scope of determining the physical and mechanical properties of natural fiber-porous composites. The application of an artificial neural network for the prediction of the strength of natural chrome-tanned leather made of bovine and calfskin was investigated in this work. The results were obtained by applying a single-layer and a two-layer neural network. The results indicate a great potential of using an artificial neural network in determining the predicted values of natural leather properties.</p>
      </abstract>
      <kwd-group xml:lang="en">
        <kwd>natural fiber-porous composites</kwd>
        <kwd>prediction</kwd>
        <kwd>neural networks</kwd>
        <kwd>ultimate strain</kwd>
        <kwd>stress</kwd>
      </kwd-group>
    </article-meta>
  </front>
</article>
